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   <div id="projectbrief">Reranking framework for structure prediction and discriminative language modeling</div>
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<!-- doxytag: class="reranker::MiraStyleModel" --><!-- doxytag: inherits="reranker::PerceptronModel" -->
<p>A subclass of <a class="el" href="classreranker_1_1_perceptron_model.html">PerceptronModel</a> that differs only in the way that the <a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">ComputeStepSize</a> method is implemented.  
 <a href="classreranker_1_1_mira_style_model.html#details">More...</a></p>

<p><code>#include &lt;<a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>&gt;</code></p>
<div class="dynheader">
Inheritance diagram for reranker::MiraStyleModel:</div>
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  <img src="classreranker_1_1_mira_style_model.png" usemap="#reranker::MiraStyleModel_map" alt=""/>
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<area href="classreranker_1_1_perceptron_model.html" title="This class implements a perceptron model reranker." alt="reranker::PerceptronModel" shape="rect" coords="0,112,185,136"/>
<area href="classreranker_1_1_model.html" title="Model is an interface for reranking models." alt="reranker::Model" shape="rect" coords="0,56,185,80"/>
<area href="classreranker_1_1_factory_constructible.html" title="An interface to make it easier to implement Factory-constructible types by implementing both required..." alt="reranker::FactoryConstructible" shape="rect" coords="0,0,185,24"/>
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<p><a href="classreranker_1_1_mira_style_model-members.html">List of all members.</a></p>
<table class="memberdecls">
<tr><td colspan="2"><h2><a name="pub-methods"></a>
Public Member Functions</h2></td></tr>
<tr><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#a53fabbd4ef9cd182dbf4eee442615d61">MiraStyleModel</a> ()</td></tr>
<tr><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#acc1a7b30d247f06451425810673f4d22">MiraStyleModel</a> (const string &amp;<a class="el" href="classreranker_1_1_model.html#a7360b45e4a024759cd393b376209cf3c">name</a>)</td></tr>
<tr><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#a3224479009947ade8e73d52cca86ac99">MiraStyleModel</a> (const string &amp;<a class="el" href="classreranker_1_1_model.html#a7360b45e4a024759cd393b376209cf3c">name</a>, <a class="el" href="classreranker_1_1_kernel_function.html">KernelFunction</a> *kernel_fn)</td></tr>
<tr><td class="memItemLeft" align="right" valign="top">&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#a09103b8dd03009e7c5b1584da7b7ae94">MiraStyleModel</a> (const string &amp;<a class="el" href="classreranker_1_1_model.html#a7360b45e4a024759cd393b376209cf3c">name</a>, <a class="el" href="classreranker_1_1_kernel_function.html">KernelFunction</a> *kernel_fn, <a class="el" href="classreranker_1_1_symbols.html">Symbols</a> *<a class="el" href="classreranker_1_1_model.html#a736bec0b8f468285580982df181a7cd0">symbols</a>)</td></tr>
<tr><td class="memItemLeft" align="right" valign="top">virtual void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#a9a1d3a3402248cb41e99ed4226732192">RegisterInitializers</a> (<a class="el" href="classreranker_1_1_initializers.html">Initializers</a> &amp;initializers)</td></tr>
<tr><td class="mdescLeft">&#160;</td><td class="mdescRight">Registers one additional variable that may be initialized when this object is constructed via <a class="el" href="classreranker_1_1_factory.html#a68117013334b03c94fc525e62080311f">Factory::CreateOrDie</a>.  <a href="#a9a1d3a3402248cb41e99ed4226732192"></a><br/></td></tr>
<tr><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#a2936326000d35232ea7ce0945de36f14">set_mira_clip</a> (double mira_clip)</td></tr>
<tr><td class="mdescLeft">&#160;</td><td class="mdescRight">Sets the maximum value for a step size computed by <a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">ComputeStepSize</a>.  <a href="#a2936326000d35232ea7ce0945de36f14"></a><br/></td></tr>
<tr><td class="memItemLeft" align="right" valign="top">virtual double&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">ComputeStepSize</a> (const unordered_set&lt; int &gt; &amp;gold_features, const unordered_set&lt; int &gt; &amp;best_scoring_features, const <a class="el" href="classreranker_1_1_candidate_set.html">CandidateSet</a> &amp;example)</td></tr>
<tr><td class="mdescLeft">&#160;</td><td class="mdescRight">Computes the step size for the next update, and, as a side effect, caches this value in step_size_.  <a href="#acb71e90c7cc465436fc4f9a4d7ec7d0d"></a><br/></td></tr>
</table>
<hr/><a name="details" id="details"></a><h2>Detailed Description</h2>
<div class="textblock"><p>A subclass of <a class="el" href="classreranker_1_1_perceptron_model.html">PerceptronModel</a> that differs only in the way that the <a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">ComputeStepSize</a> method is implemented. </p>
<p>The overridden definition here provides a &ldquo;MIRA-style&rdquo; update, where the step size is related to the difference in losses and scores of the gold and best-scoring candidates. </p>

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00078">78</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>
</div><hr/><h2>Constructor &amp; Destructor Documentation</h2>
<a class="anchor" id="a53fabbd4ef9cd182dbf4eee442615d61"></a><!-- doxytag: member="reranker::MiraStyleModel::MiraStyleModel" ref="a53fabbd4ef9cd182dbf4eee442615d61" args="()" -->
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          <td class="memname"><a class="el" href="classreranker_1_1_mira_style_model.html#a53fabbd4ef9cd182dbf4eee442615d61">reranker::MiraStyleModel::MiraStyleModel</a> </td>
          <td>(</td>
          <td class="paramname"></td><td>)</td>
          <td><code> [inline]</code></td>
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      </table>
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<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00080">80</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
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<a class="anchor" id="acc1a7b30d247f06451425810673f4d22"></a><!-- doxytag: member="reranker::MiraStyleModel::MiraStyleModel" ref="acc1a7b30d247f06451425810673f4d22" args="(const string &amp;name)" -->
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        <tr>
          <td class="memname"><a class="el" href="classreranker_1_1_mira_style_model.html#a53fabbd4ef9cd182dbf4eee442615d61">reranker::MiraStyleModel::MiraStyleModel</a> </td>
          <td>(</td>
          <td class="paramtype">const string &amp;&#160;</td>
          <td class="paramname"><em>name</em></td><td>)</td>
          <td><code> [inline]</code></td>
        </tr>
      </table>
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<div class="memdoc">

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00081">81</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

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<a class="anchor" id="a3224479009947ade8e73d52cca86ac99"></a><!-- doxytag: member="reranker::MiraStyleModel::MiraStyleModel" ref="a3224479009947ade8e73d52cca86ac99" args="(const string &amp;name, KernelFunction *kernel_fn)" -->
<div class="memitem">
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      <table class="memname">
        <tr>
          <td class="memname"><a class="el" href="classreranker_1_1_mira_style_model.html#a53fabbd4ef9cd182dbf4eee442615d61">reranker::MiraStyleModel::MiraStyleModel</a> </td>
          <td>(</td>
          <td class="paramtype">const string &amp;&#160;</td>
          <td class="paramname"><em>name</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="classreranker_1_1_kernel_function.html">KernelFunction</a> *&#160;</td>
          <td class="paramname"><em>kernel_fn</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td><code> [inline]</code></td>
        </tr>
      </table>
</div>
<div class="memdoc">

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00083">83</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
</div>
<a class="anchor" id="a09103b8dd03009e7c5b1584da7b7ae94"></a><!-- doxytag: member="reranker::MiraStyleModel::MiraStyleModel" ref="a09103b8dd03009e7c5b1584da7b7ae94" args="(const string &amp;name, KernelFunction *kernel_fn, Symbols *symbols)" -->
<div class="memitem">
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          <td class="memname"><a class="el" href="classreranker_1_1_mira_style_model.html#a53fabbd4ef9cd182dbf4eee442615d61">reranker::MiraStyleModel::MiraStyleModel</a> </td>
          <td>(</td>
          <td class="paramtype">const string &amp;&#160;</td>
          <td class="paramname"><em>name</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="classreranker_1_1_kernel_function.html">KernelFunction</a> *&#160;</td>
          <td class="paramname"><em>kernel_fn</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype"><a class="el" href="classreranker_1_1_symbols.html">Symbols</a> *&#160;</td>
          <td class="paramname"><em>symbols</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td><code> [inline]</code></td>
        </tr>
      </table>
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<div class="memdoc">

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00086">86</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
</div>
<hr/><h2>Member Function Documentation</h2>
<a class="anchor" id="acb71e90c7cc465436fc4f9a4d7ec7d0d"></a><!-- doxytag: member="reranker::MiraStyleModel::ComputeStepSize" ref="acb71e90c7cc465436fc4f9a4d7ec7d0d" args="(const unordered_set&lt; int &gt; &amp;gold_features, const unordered_set&lt; int &gt; &amp;best_scoring_features, const CandidateSet &amp;example)" -->
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          <td class="memname">virtual double <a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">reranker::MiraStyleModel::ComputeStepSize</a> </td>
          <td>(</td>
          <td class="paramtype">const unordered_set&lt; int &gt; &amp;&#160;</td>
          <td class="paramname"><em>gold_features</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">const unordered_set&lt; int &gt; &amp;&#160;</td>
          <td class="paramname"><em>best_scoring_features</em>, </td>
        </tr>
        <tr>
          <td class="paramkey"></td>
          <td></td>
          <td class="paramtype">const <a class="el" href="classreranker_1_1_candidate_set.html">CandidateSet</a> &amp;&#160;</td>
          <td class="paramname"><em>example</em>&#160;</td>
        </tr>
        <tr>
          <td></td>
          <td>)</td>
          <td></td><td><code> [inline, virtual]</code></td>
        </tr>
      </table>
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<div class="memdoc">

<p>Computes the step size for the next update, and, as a side effect, caches this value in step_size_. </p>
<p>The step size here is computed based on the loss and score difference between the best-scoring candidate and the gold candidate, to achieve a &ldquo;MIRA-style&rdquo; update. </p>

<p>Reimplemented from <a class="el" href="classreranker_1_1_perceptron_model.html#a64bdfab86dd1ea94c4918d409e2cd5d9">reranker::PerceptronModel</a>.</p>

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00125">125</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
</div>
<a class="anchor" id="a9a1d3a3402248cb41e99ed4226732192"></a><!-- doxytag: member="reranker::MiraStyleModel::RegisterInitializers" ref="a9a1d3a3402248cb41e99ed4226732192" args="(Initializers &amp;initializers)" -->
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          <td class="memname">virtual void <a class="el" href="classreranker_1_1_mira_style_model.html#a9a1d3a3402248cb41e99ed4226732192">reranker::MiraStyleModel::RegisterInitializers</a> </td>
          <td>(</td>
          <td class="paramtype"><a class="el" href="classreranker_1_1_initializers.html">Initializers</a> &amp;&#160;</td>
          <td class="paramname"><em>initializers</em></td><td>)</td>
          <td><code> [inline, virtual]</code></td>
        </tr>
      </table>
</div>
<div class="memdoc">

<p>Registers one additional variable that may be initialized when this object is constructed via <a class="el" href="classreranker_1_1_factory.html#a68117013334b03c94fc525e62080311f">Factory::CreateOrDie</a>. </p>
<p>The set of members includes all those handled by <a class="el" href="classreranker_1_1_perceptron_model.html#aa2ce4f882d64528ae8e8daba60a54d3f">PerceptronModel::RegisterInitializers</a>, as well as the following: </p>
<table class="doxtable">
<tr>
<th>Variable name </th><th>Type </th><th>Required </th><th>Description </th><th>Default value  </th></tr>
<tr>
<td><code>mira_clip</code> </td><td><code>double</code> </td><td>No </td><td>The maxmum value this model&rsquo;s step size may attain. </td><td>0.1  </td></tr>
</table>

<p>Reimplemented from <a class="el" href="classreranker_1_1_perceptron_model.html#aa2ce4f882d64528ae8e8daba60a54d3f">reranker::PerceptronModel</a>.</p>

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00112">112</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
</div>
<a class="anchor" id="a2936326000d35232ea7ce0945de36f14"></a><!-- doxytag: member="reranker::MiraStyleModel::set_mira_clip" ref="a2936326000d35232ea7ce0945de36f14" args="(double mira_clip)" -->
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      <table class="memname">
        <tr>
          <td class="memname">void <a class="el" href="classreranker_1_1_mira_style_model.html#a2936326000d35232ea7ce0945de36f14">reranker::MiraStyleModel::set_mira_clip</a> </td>
          <td>(</td>
          <td class="paramtype">double&#160;</td>
          <td class="paramname"><em>mira_clip</em></td><td>)</td>
          <td><code> [inline]</code></td>
        </tr>
      </table>
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<div class="memdoc">

<p>Sets the maximum value for a step size computed by <a class="el" href="classreranker_1_1_mira_style_model.html#acb71e90c7cc465436fc4f9a4d7ec7d0d">ComputeStepSize</a>. </p>

<p>Definition at line <a class="el" href="mira-style-model_8_h_source.html#l00119">119</a> of file <a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a>.</p>

</div>
</div>
<hr/>The documentation for this class was generated from the following file:<ul>
<li><a class="el" href="mira-style-model_8_h_source.html">mira-style-model.H</a></li>
</ul>
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